{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1. 瀑布图",
   "id": "3b94d0ed7529b694"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T11:33:11.358434Z",
     "start_time": "2025-09-08T11:33:10.498719Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day11/file/'"
   ],
   "id": "37164a604760f1a2",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T11:52:46.396675Z",
     "start_time": "2025-09-08T11:52:46.298902Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib as mpl\n",
    "data = pd.read_excel(path + '时间.xlsx')\n",
    "\n",
    "bottom = 0\n",
    "for i in data.销售.index:\n",
    "    y = data.销售[i]\n",
    "    if y >= 0:\n",
    "        yinli = plt.bar(i,y,0.8,align='center',bottom=bottom,label='盈利',color='red')\n",
    "    else:\n",
    "        kuisun = plt.bar(i,y,0.8,align='center',bottom=bottom,label='亏损',color='green')\n",
    "    bottom += y\n",
    "    i = i + 0.8\n",
    "\n",
    "\n",
    "# 加上网格\n",
    "plt.grid(True, linestyle='--', color='black', linewidth=0.5)\n",
    "# 日期保留两位\n",
    "# plt.gca().xaxis.set_major_formatter(mpl.dates.DateFormatter('%m-%d'),)\n",
    "# plt.xticks(rotation=45)\n",
    "\n",
    "date = [d.strftime('%m-%d') for d in data.日期]\n",
    "plt.xticks(np.arange(len(date)),date,rotation=45)\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "5ad3565cd5e6a4ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 树状图",
   "id": "9c542cea3efd8f2e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T11:59:47.189307Z",
     "start_time": "2025-09-08T11:59:47.108505Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import squarify\n",
    "\n",
    "data  = pd.read_excel(path + '树状图.xlsx')\n",
    "color =  ['r','y','b','g','yellow','cyan','orange']\n",
    "\n",
    "s1 = squarify.plot(sizes=data.销售数量,label=data.名称,color=color,value=data.销售数量)\n",
    "\n",
    "plt.show()\n"
   ],
   "id": "90815ad04ec2ea5f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 玫瑰图",
   "id": "31b8b70c4f5cf166"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T12:22:00.922766Z",
     "start_time": "2025-09-08T12:22:00.835453Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '玫瑰图.xlsx')\n",
    "color = ['b', 'gold', 'darkviolet', 'turquoise', 'r', 'g',\n",
    "        'grey', 'c', 'm', 'y', 'k', 'lime', 'indigo', 'pink',\n",
    "        'orange', 'brown', 'purple', 'teal', 'navy', 'olive']\n",
    "# 弧度\n",
    "radian = np.linspace(0, 2 * np.pi, len(data.业绩), endpoint=False)\n",
    "\n",
    "s1 = plt.axes(polar=True) # 画出极坐标图\n",
    "\n",
    "# 设置0角度的轴的开始位置为正北\n",
    "s1.set_theta_zero_location('N')\n",
    "\n",
    "# 将数据从 下标为0的位置，到最后一个再到 下标为0\n",
    "d = np.concatenate((data.业绩,[data.业绩[0]])) # 业绩\n",
    "r = np.concatenate((radian,[radian[0]])) # 弧度\n",
    "name = np.concatenate((data.姓名,[data.姓名[0]]))\n",
    "\n",
    "# 绘制玫瑰图\n",
    "plt.bar(r,d,width=0.3,color=color)\n",
    "\n",
    "# 绘制白色背景条\n",
    "plt.bar(r, height=130, width=0.33, color='white')\n",
    "\n",
    "# 添加姓名标签\n",
    "for r,d,n in zip(r,d,name):\n",
    "    plt.text(r + 0.03,d + 99,str(n),ha='center',va='bottom',fontsize=15)\n",
    "\n",
    "# 不显示极坐标\n",
    "plt.gca().set_axis_off()\n",
    "\n",
    "plt.show()"
   ],
   "id": "b98995ee6834e020",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 70
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
